{"id":"W4249739710","doi":"10.1109/aparm49247.2020.9209482","title":"APARM 2020 TOC","year":2020,"lang":"en","type":"article","venue":"2020 Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ames Research Center; University of Illinois at Urbana-Champaign; Minzu University of China; Hunan University of Science and Technology; Tokyo Metropolitan University; University of Texas at El Paso; Zayed University; Nanjing University; Zhejiang Sci-Tech University; Wenzhou University; China Aerospace Science and Technology Corporation; Foshan University; Zhengzhou University; National University of Defense Technology; Beijing Technology and Business University; Shanghai Jiao Tong University; Hanbat National University; Aoyama Gakuin University; Northwestern University; Beihang University; Nanjing University of Aeronautics and Astronautics; Fu Jen Catholic University; Hunan University; Queen's University; Northwestern Polytechnical University; Hallym University; Kyungsung University; Southeast University; Western Michigan University; Chonbuk National University; Sun Yat-sen University; Commercial Aircraft of China; Beijing Institute of Technology; Shandong University; Beijing University of Technology; Kanagawa University; Hanyang University; Guilin University of Electronic Technology; Chongqing University; Harbin Institute of Technology; National University of Singapore; University of Alberta; University of Toronto; University of New South Wales; National Research Council Canada; Kanazawa University; National Aeronautics and Space Administration; Zhejiang University; Hongik University; Kindai University; City University of Hong Kong; University of British Columbia; Texas Tech University; University of Electronic Science and Technology of China; Western New England University; Texas State University; Nanjing Tech University; Universidade Federal de Pernambuco; Futurewei Technologies","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001020578,0.001005116,0.001003104,0.0001312585,0.0004634579,0.0002864875,0.001209279,0.0003587219,0.0003128664],"category_scores_gemma":[0.001831234,0.000959527,0.0004671061,0.0007303032,0.0004537996,0.0009641592,0.0004787996,0.001438972,0.001424104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000729782,"about_ca_system_score_gemma":0.0001917458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005800959,"about_ca_topic_score_gemma":0.00001376321,"domain_scores_codex":[0.9927871,0.0002600639,0.001573389,0.002654612,0.001508772,0.001216025],"domain_scores_gemma":[0.9959272,0.0002758198,0.0005316011,0.0009987744,0.001384796,0.000881849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007196498,0.0008732029,0.0004501056,0.0002616923,0.0003100268,0.000169186,0.002598093,0.8783147,0.06635001,0.01614693,0.02179214,0.005537437],"study_design_scores_gemma":[0.003366248,0.0006061086,0.00004405313,0.0003287932,0.00008176038,0.00008052153,0.001591086,0.8572292,0.003221486,0.005378853,0.1268117,0.001260253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3823276,0.001488293,0.130237,0.2899854,0.009946009,0.006663043,0.003076499,0.003848184,0.172428],"genre_scores_gemma":[0.9862784,0.001454422,0.006340125,0.002496359,0.0009758224,0.0002795905,0.0002823639,0.0002331208,0.001659808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6039507,"threshold_uncertainty_score":0.9993534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316244731712379,"score_gpt":0.2488284648161202,"score_spread":0.2356660174989964,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}